Thank you, John and Jake. As I understand it, the deployment only deploy the clearml server and not the agents. So I'm a bit u nclear when said k8s is more scalable? Does the clearml server need to scale up and down? Or do you mean k8s deployment will have easier time spin up agent instances to run the tasks? SuccessfulKoala55